Why most PDF compressors cannot help a scan
A scanned page is a photograph. Unless a tool replaces that photograph with a smaller one, there is almost nothing else in the file to remove.
People are often surprised that running a 20 MB scan through a compressor returns 19.8 MB. The reason is simple: nearly all of that file is image data, and rewriting the document structure around it saves a rounding error. The only way a browser can make a real difference is to redraw each page at a lower resolution and store it as a compressed image, which is what the main mode here does. It is a blunt instrument, and that is precisely why it works where gentler methods do nothing.